Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
#!unzip processed-celeba-small.zip

Archive:  processed-celeba-small.zip
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IOPub data rate exceeded.
The notebook server will temporarily stop sending output
to the client in order to avoid crashing it.
To change this limit, set the config variable
`--NotebookApp.iopub_data_rate_limit`.

Current values:
NotebookApp.iopub_data_rate_limit=1000000.0 (bytes/sec)
NotebookApp.rate_limit_window=3.0 (secs)

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data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    num_workers=0
    transform = transforms.Compose([transforms.Resize(image_size), # resize to 128x128
                                    transforms.ToTensor()])
    train_dataset = datasets.ImageFolder(data_dir, transform)
    train_loader = torch.utils.data.DataLoader(dataset=train_dataset, batch_size=batch_size, shuffle=True, num_workers=num_workers)
    return train_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 128
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    #npimg = img.numpy()
    #plt.imshow(np.transpose(npimg, (1, 2, 0)))
    plt.imshow(img.permute(1, 2, 0))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    return x * (max - min) + min

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-1.)
Max:  tensor(0.9137)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

# helper conv function
def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a convolutional layer, with optional batch normalization.
    """
    layers = []
    conv_layer = nn.Conv2d(in_channels=in_channels, out_channels=out_channels, 
                           kernel_size=kernel_size, stride=stride, padding=padding, bias=False)
    
    layers.append(conv_layer)

    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv1 = conv(3, conv_dim, 4, batch_norm=False)
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        self.conv4 = conv(conv_dim*4, conv_dim*8, 4)
        self.conv5 = conv(conv_dim*8, 1, 4, 1, batch_norm=False)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        x = self.conv1(x)
        x = F.leaky_relu(x, 0.2)
        x = self.conv2(x)
        x = F.leaky_relu(x, 0.2)
        x = self.conv3(x)
        x = F.leaky_relu(x, 0.2)
        x = self.conv4(x)
        x = F.leaky_relu(x, 0.2)
        x = self.conv5(x)
        x = x.view(-1,1)
        return x


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

# helper deconv function
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transpose convolutional layer, with optional batch normalization.
    """
    layers = []
    # append transpose conv layer
    layers.append(nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride, padding, bias=False))
    # optional batch norm layer
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        self.t_conv1 = deconv(conv_dim*16, conv_dim*8, 4)
        self.t_conv2 = deconv(conv_dim*8, conv_dim*4, 4)
        self.t_conv3 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv4 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv5 = deconv(conv_dim, 3, 4, batch_norm=False)
        
        self.fc = nn.Linear(z_size, conv_dim*16)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        x = self.fc(x)
        x = x.view(-1, self.conv_dim*16, 1, 1)
        x = self.t_conv1(x)
        x = F.relu(x)
        x = self.t_conv2(x)
        x = F.relu(x)
        x = self.t_conv3(x)
        x = F.relu(x)
        x = self.t_conv4(x)
        x = F.relu(x)
        x = self.t_conv5(x)
        x = torch.tanh(x)
        return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    mean = 0.0
    std = 0.02
    # TODO: Apply initial weights to convolutional and linear layers
    if isinstance(m, nn.ConvTranspose2d) or isinstance(m, nn.Conv2d) or isinstance(m, nn.Linear) or isinstance(m, nn.BatchNorm2d):
        m.weight.data.normal_(mean, std)
        if m.bias is not None:
            m.bias.data.zero_()
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 128
g_conv_dim = 128
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(512, 1024, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv5): Sequential(
    (0): Conv2d(1024, 1, kernel_size=(4, 4), stride=(1, 1), padding=(1, 1), bias=False)
  )
)

Generator(
  (t_conv1): Sequential(
    (0): ConvTranspose2d(2048, 1024, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(1024, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv4): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv5): Sequential(
    (0): ConvTranspose2d(128, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (fc): Linear(in_features=100, out_features=2048, bias=True)
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    labels = torch.ones(batch_size)
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size)
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim

# params
lr = 0.0002
beta1=0.5
beta2=0.999

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):
        
        if (epoch+1) % 10 == 0:
            g_optimizer.param_groups[0]['lr'] /= 10
            d_optimizer.param_groups[0]['lr'] /= 10
            
        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            if train_on_gpu:
                real_images = real_images.cuda()
            d_real_out = D(real_images)
            d_real_loss = real_loss(d_real_out)
            fake_z = torch.FloatTensor(batch_size, z_size).uniform_(-1, 1)
            if train_on_gpu:
                fake_z = fake_z.cuda()
            fake_images = G(fake_z)
            d_fake_out = D(fake_images)
            d_fake_loss = fake_loss(d_fake_out)
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()
            

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            fake_z = torch.FloatTensor(batch_size, z_size).uniform_(-1, 1)
            if train_on_gpu:
                fake_z = fake_z.cuda()
            fake_images = G(fake_z)
            d_fake_out = D(fake_images)
            g_loss = real_loss(d_fake_out)
            g_loss.backward()
            g_optimizer.step()
            
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 50


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   50] | d_loss: 1.3872 | g_loss: 0.7464
Epoch [    1/   50] | d_loss: 0.2439 | g_loss: 2.1974
Epoch [    1/   50] | d_loss: 0.0788 | g_loss: 3.3203
Epoch [    1/   50] | d_loss: 0.0397 | g_loss: 4.1169
Epoch [    1/   50] | d_loss: 0.9981 | g_loss: 1.8951
Epoch [    1/   50] | d_loss: 0.5462 | g_loss: 2.2830
Epoch [    1/   50] | d_loss: 1.8340 | g_loss: 2.4608
Epoch [    1/   50] | d_loss: 0.4774 | g_loss: 2.4948
Epoch [    1/   50] | d_loss: 0.8066 | g_loss: 2.8078
Epoch [    1/   50] | d_loss: 0.6695 | g_loss: 3.0130
Epoch [    1/   50] | d_loss: 0.4166 | g_loss: 3.1744
Epoch [    1/   50] | d_loss: 0.8087 | g_loss: 3.5674
Epoch [    1/   50] | d_loss: 0.6430 | g_loss: 2.3278
Epoch [    1/   50] | d_loss: 0.6424 | g_loss: 1.9680
Epoch [    1/   50] | d_loss: 0.5027 | g_loss: 2.7110
Epoch [    2/   50] | d_loss: 1.9194 | g_loss: 3.9304
Epoch [    2/   50] | d_loss: 0.4918 | g_loss: 4.4318
Epoch [    2/   50] | d_loss: 0.7053 | g_loss: 2.3911
Epoch [    2/   50] | d_loss: 0.9869 | g_loss: 3.7993
Epoch [    2/   50] | d_loss: 0.6604 | g_loss: 3.3090
Epoch [    2/   50] | d_loss: 0.8717 | g_loss: 4.6253
Epoch [    2/   50] | d_loss: 0.8376 | g_loss: 3.8796
Epoch [    2/   50] | d_loss: 0.4950 | g_loss: 4.0411
Epoch [    2/   50] | d_loss: 0.5759 | g_loss: 4.1253
Epoch [    2/   50] | d_loss: 0.6877 | g_loss: 3.8756
Epoch [    2/   50] | d_loss: 0.9648 | g_loss: 5.2928
Epoch [    2/   50] | d_loss: 0.3886 | g_loss: 4.3351
Epoch [    2/   50] | d_loss: 0.5447 | g_loss: 4.4556
Epoch [    2/   50] | d_loss: 0.5309 | g_loss: 3.5760
Epoch [    2/   50] | d_loss: 0.7458 | g_loss: 4.6305
Epoch [    3/   50] | d_loss: 1.0524 | g_loss: 2.6945
Epoch [    3/   50] | d_loss: 0.9081 | g_loss: 2.8113
Epoch [    3/   50] | d_loss: 0.7753 | g_loss: 3.9760
Epoch [    3/   50] | d_loss: 0.5980 | g_loss: 4.5720
Epoch [    3/   50] | d_loss: 0.6670 | g_loss: 5.5043
Epoch [    3/   50] | d_loss: 1.0413 | g_loss: 7.9370
Epoch [    3/   50] | d_loss: 0.9150 | g_loss: 3.1118
Epoch [    3/   50] | d_loss: 0.6020 | g_loss: 3.5833
Epoch [    3/   50] | d_loss: 0.5440 | g_loss: 3.5608
Epoch [    3/   50] | d_loss: 0.5737 | g_loss: 3.2615
Epoch [    3/   50] | d_loss: 1.1408 | g_loss: 1.9474
Epoch [    3/   50] | d_loss: 0.6128 | g_loss: 3.9793
Epoch [    3/   50] | d_loss: 0.7303 | g_loss: 3.4385
Epoch [    3/   50] | d_loss: 1.1022 | g_loss: 3.9106
Epoch [    3/   50] | d_loss: 0.6122 | g_loss: 4.6353
Epoch [    4/   50] | d_loss: 0.8203 | g_loss: 5.0825
Epoch [    4/   50] | d_loss: 1.2410 | g_loss: 5.2640
Epoch [    4/   50] | d_loss: 0.7314 | g_loss: 1.5589
Epoch [    4/   50] | d_loss: 0.6468 | g_loss: 3.5154
Epoch [    4/   50] | d_loss: 0.7409 | g_loss: 4.2509
Epoch [    4/   50] | d_loss: 0.6865 | g_loss: 3.3493
Epoch [    4/   50] | d_loss: 1.0213 | g_loss: 2.6769
Epoch [    4/   50] | d_loss: 0.9098 | g_loss: 3.9421
Epoch [    4/   50] | d_loss: 0.5401 | g_loss: 2.6286
Epoch [    4/   50] | d_loss: 0.7425 | g_loss: 3.7724
Epoch [    4/   50] | d_loss: 0.6718 | g_loss: 2.6023
Epoch [    4/   50] | d_loss: 0.7304 | g_loss: 3.6882
Epoch [    4/   50] | d_loss: 1.1025 | g_loss: 4.7067
Epoch [    4/   50] | d_loss: 0.8340 | g_loss: 3.7512
Epoch [    4/   50] | d_loss: 0.6438 | g_loss: 2.8864
Epoch [    5/   50] | d_loss: 0.8476 | g_loss: 3.3447
Epoch [    5/   50] | d_loss: 1.0560 | g_loss: 4.8801
Epoch [    5/   50] | d_loss: 0.8834 | g_loss: 3.2535
Epoch [    5/   50] | d_loss: 0.7184 | g_loss: 3.8133
Epoch [    5/   50] | d_loss: 0.8863 | g_loss: 1.8839
Epoch [    5/   50] | d_loss: 0.8358 | g_loss: 3.1693
Epoch [    5/   50] | d_loss: 0.6373 | g_loss: 4.8653
Epoch [    5/   50] | d_loss: 1.0075 | g_loss: 1.6138
Epoch [    5/   50] | d_loss: 1.1958 | g_loss: 1.5286
Epoch [    5/   50] | d_loss: 0.8090 | g_loss: 3.3219
Epoch [    5/   50] | d_loss: 1.0506 | g_loss: 1.7530
Epoch [    5/   50] | d_loss: 0.5202 | g_loss: 3.3744
Epoch [    5/   50] | d_loss: 0.7648 | g_loss: 4.1001
Epoch [    5/   50] | d_loss: 0.4662 | g_loss: 2.2508
Epoch [    5/   50] | d_loss: 0.6560 | g_loss: 1.9059
Epoch [    6/   50] | d_loss: 0.9092 | g_loss: 3.0765
Epoch [    6/   50] | d_loss: 0.6982 | g_loss: 3.3764
Epoch [    6/   50] | d_loss: 0.7249 | g_loss: 3.1506
Epoch [    6/   50] | d_loss: 0.8042 | g_loss: 3.3302
Epoch [    6/   50] | d_loss: 0.7875 | g_loss: 3.2597
Epoch [    6/   50] | d_loss: 0.8194 | g_loss: 2.5509
Epoch [    6/   50] | d_loss: 0.9169 | g_loss: 3.1385
Epoch [    6/   50] | d_loss: 0.8900 | g_loss: 3.2213
Epoch [    6/   50] | d_loss: 0.8508 | g_loss: 3.1903
Epoch [    6/   50] | d_loss: 1.1167 | g_loss: 1.7522
Epoch [    6/   50] | d_loss: 0.6981 | g_loss: 2.1119
Epoch [    6/   50] | d_loss: 0.8916 | g_loss: 1.5113
Epoch [    6/   50] | d_loss: 0.9480 | g_loss: 1.9596
Epoch [    6/   50] | d_loss: 0.5799 | g_loss: 2.0778
Epoch [    6/   50] | d_loss: 0.9881 | g_loss: 1.7031
Epoch [    7/   50] | d_loss: 0.7919 | g_loss: 3.4097
Epoch [    7/   50] | d_loss: 1.0373 | g_loss: 4.3769
Epoch [    7/   50] | d_loss: 0.8587 | g_loss: 2.3008
Epoch [    7/   50] | d_loss: 0.9463 | g_loss: 2.3867
Epoch [    7/   50] | d_loss: 0.7659 | g_loss: 1.8989
Epoch [    7/   50] | d_loss: 0.7656 | g_loss: 2.2792
Epoch [    7/   50] | d_loss: 0.7670 | g_loss: 2.2197
Epoch [    7/   50] | d_loss: 0.7225 | g_loss: 2.4041
Epoch [    7/   50] | d_loss: 0.7002 | g_loss: 2.1795
Epoch [    7/   50] | d_loss: 0.8020 | g_loss: 2.0615
Epoch [    7/   50] | d_loss: 0.5210 | g_loss: 2.4686
Epoch [    7/   50] | d_loss: 0.9137 | g_loss: 3.7948
Epoch [    7/   50] | d_loss: 0.9456 | g_loss: 2.1469
Epoch [    7/   50] | d_loss: 0.5703 | g_loss: 3.1855
Epoch [    7/   50] | d_loss: 0.9571 | g_loss: 1.6947
Epoch [    8/   50] | d_loss: 0.7336 | g_loss: 2.8170
Epoch [    8/   50] | d_loss: 0.6260 | g_loss: 2.4974
Epoch [    8/   50] | d_loss: 0.6905 | g_loss: 3.2407
Epoch [    8/   50] | d_loss: 0.8312 | g_loss: 2.4085
Epoch [    8/   50] | d_loss: 0.7061 | g_loss: 2.9134
Epoch [    8/   50] | d_loss: 0.8691 | g_loss: 3.0654
Epoch [    8/   50] | d_loss: 0.8331 | g_loss: 3.3919
Epoch [    8/   50] | d_loss: 0.9969 | g_loss: 2.9645
Epoch [    8/   50] | d_loss: 0.9044 | g_loss: 2.5691
Epoch [    8/   50] | d_loss: 1.0272 | g_loss: 1.5543
Epoch [    8/   50] | d_loss: 0.8971 | g_loss: 2.6588
Epoch [    8/   50] | d_loss: 0.7580 | g_loss: 1.6344
Epoch [    8/   50] | d_loss: 0.5483 | g_loss: 2.8758
Epoch [    8/   50] | d_loss: 0.9338 | g_loss: 3.3010
Epoch [    8/   50] | d_loss: 0.8979 | g_loss: 1.4683
Epoch [    9/   50] | d_loss: 0.8640 | g_loss: 2.1990
Epoch [    9/   50] | d_loss: 0.7848 | g_loss: 2.9442
Epoch [    9/   50] | d_loss: 0.6245 | g_loss: 2.8991
Epoch [    9/   50] | d_loss: 0.9179 | g_loss: 3.1619
Epoch [    9/   50] | d_loss: 0.8953 | g_loss: 1.6083
Epoch [    9/   50] | d_loss: 0.8574 | g_loss: 1.5057
Epoch [    9/   50] | d_loss: 0.8032 | g_loss: 2.6782
Epoch [    9/   50] | d_loss: 0.8444 | g_loss: 2.2129
Epoch [    9/   50] | d_loss: 0.8746 | g_loss: 3.5465
Epoch [    9/   50] | d_loss: 0.7078 | g_loss: 2.2028
Epoch [    9/   50] | d_loss: 0.8972 | g_loss: 1.2406
Epoch [    9/   50] | d_loss: 0.9960 | g_loss: 3.0832
Epoch [    9/   50] | d_loss: 1.0426 | g_loss: 3.9744
Epoch [    9/   50] | d_loss: 0.7479 | g_loss: 2.0027
Epoch [    9/   50] | d_loss: 0.7562 | g_loss: 2.0783
Epoch [   10/   50] | d_loss: 1.1802 | g_loss: 0.8677
Epoch [   10/   50] | d_loss: 0.5293 | g_loss: 1.6500
Epoch [   10/   50] | d_loss: 0.5220 | g_loss: 1.6322
Epoch [   10/   50] | d_loss: 0.4772 | g_loss: 1.6335
Epoch [   10/   50] | d_loss: 0.4625 | g_loss: 1.6814
Epoch [   10/   50] | d_loss: 0.5790 | g_loss: 1.5138
Epoch [   10/   50] | d_loss: 0.4815 | g_loss: 1.8083
Epoch [   10/   50] | d_loss: 0.5317 | g_loss: 1.9894
Epoch [   10/   50] | d_loss: 0.5704 | g_loss: 1.6677
Epoch [   10/   50] | d_loss: 0.5534 | g_loss: 1.5270
Epoch [   10/   50] | d_loss: 0.5278 | g_loss: 1.6444
Epoch [   10/   50] | d_loss: 0.4612 | g_loss: 1.8315
Epoch [   10/   50] | d_loss: 0.5702 | g_loss: 1.8118
Epoch [   10/   50] | d_loss: 0.5027 | g_loss: 1.8692
Epoch [   10/   50] | d_loss: 0.5490 | g_loss: 1.6412
Epoch [   11/   50] | d_loss: 0.5242 | g_loss: 1.4478
Epoch [   11/   50] | d_loss: 0.5419 | g_loss: 1.7016
Epoch [   11/   50] | d_loss: 0.5172 | g_loss: 1.4046
Epoch [   11/   50] | d_loss: 0.5497 | g_loss: 2.0245
Epoch [   11/   50] | d_loss: 0.4926 | g_loss: 1.8888
Epoch [   11/   50] | d_loss: 0.6232 | g_loss: 1.6567
Epoch [   11/   50] | d_loss: 0.4576 | g_loss: 1.4379
Epoch [   11/   50] | d_loss: 0.5454 | g_loss: 1.7296
Epoch [   11/   50] | d_loss: 0.5274 | g_loss: 1.8330
Epoch [   11/   50] | d_loss: 0.4570 | g_loss: 1.7049
Epoch [   11/   50] | d_loss: 0.5059 | g_loss: 1.5125
Epoch [   11/   50] | d_loss: 0.4462 | g_loss: 2.1273
Epoch [   11/   50] | d_loss: 0.4261 | g_loss: 2.0115
Epoch [   11/   50] | d_loss: 0.4888 | g_loss: 2.1088
Epoch [   11/   50] | d_loss: 0.4028 | g_loss: 1.8455
Epoch [   12/   50] | d_loss: 0.4711 | g_loss: 1.6871
Epoch [   12/   50] | d_loss: 0.4142 | g_loss: 1.9875
Epoch [   12/   50] | d_loss: 0.5968 | g_loss: 1.8098
Epoch [   12/   50] | d_loss: 0.3915 | g_loss: 2.0352
Epoch [   12/   50] | d_loss: 0.4371 | g_loss: 1.7725
Epoch [   12/   50] | d_loss: 0.4213 | g_loss: 1.6573
Epoch [   12/   50] | d_loss: 0.5064 | g_loss: 2.0343
Epoch [   12/   50] | d_loss: 0.3889 | g_loss: 2.1043
Epoch [   12/   50] | d_loss: 0.5177 | g_loss: 1.5674
Epoch [   12/   50] | d_loss: 0.4139 | g_loss: 1.6477
Epoch [   12/   50] | d_loss: 0.4251 | g_loss: 2.4237
Epoch [   12/   50] | d_loss: 0.5018 | g_loss: 2.2768
Epoch [   12/   50] | d_loss: 0.5313 | g_loss: 1.5916
Epoch [   12/   50] | d_loss: 0.4158 | g_loss: 1.9113
Epoch [   12/   50] | d_loss: 0.4014 | g_loss: 2.2860
Epoch [   13/   50] | d_loss: 0.4185 | g_loss: 1.9577
Epoch [   13/   50] | d_loss: 0.6052 | g_loss: 2.1168
Epoch [   13/   50] | d_loss: 0.5676 | g_loss: 2.1783
Epoch [   13/   50] | d_loss: 0.5081 | g_loss: 1.8716
Epoch [   13/   50] | d_loss: 0.5043 | g_loss: 2.5109
Epoch [   13/   50] | d_loss: 0.4299 | g_loss: 1.9515
Epoch [   13/   50] | d_loss: 0.3896 | g_loss: 2.1129
Epoch [   13/   50] | d_loss: 0.4902 | g_loss: 1.9386
Epoch [   13/   50] | d_loss: 0.5887 | g_loss: 1.3511
Epoch [   13/   50] | d_loss: 0.5047 | g_loss: 1.4559
Epoch [   13/   50] | d_loss: 0.3743 | g_loss: 2.0563
Epoch [   13/   50] | d_loss: 0.3665 | g_loss: 1.9568
Epoch [   13/   50] | d_loss: 0.4737 | g_loss: 2.0549
Epoch [   13/   50] | d_loss: 0.4501 | g_loss: 1.9375
Epoch [   13/   50] | d_loss: 0.4633 | g_loss: 1.6480
Epoch [   14/   50] | d_loss: 0.4987 | g_loss: 1.8038
Epoch [   14/   50] | d_loss: 0.4415 | g_loss: 2.0874
Epoch [   14/   50] | d_loss: 0.4143 | g_loss: 1.7984
Epoch [   14/   50] | d_loss: 0.3694 | g_loss: 1.9433
Epoch [   14/   50] | d_loss: 0.5226 | g_loss: 1.6280
Epoch [   14/   50] | d_loss: 0.3000 | g_loss: 2.5221
Epoch [   14/   50] | d_loss: 0.4648 | g_loss: 1.9526
Epoch [   14/   50] | d_loss: 0.3985 | g_loss: 2.2539
Epoch [   14/   50] | d_loss: 0.5249 | g_loss: 1.6124
Epoch [   14/   50] | d_loss: 0.3475 | g_loss: 2.3424
Epoch [   14/   50] | d_loss: 0.4722 | g_loss: 1.8614
Epoch [   14/   50] | d_loss: 0.3780 | g_loss: 2.2345
Epoch [   14/   50] | d_loss: 0.5868 | g_loss: 1.6681
Epoch [   14/   50] | d_loss: 0.4551 | g_loss: 2.4783
Epoch [   14/   50] | d_loss: 0.4782 | g_loss: 1.7392
Epoch [   15/   50] | d_loss: 0.4283 | g_loss: 1.7272
Epoch [   15/   50] | d_loss: 0.3974 | g_loss: 2.8521
Epoch [   15/   50] | d_loss: 0.4777 | g_loss: 1.9034
Epoch [   15/   50] | d_loss: 0.4251 | g_loss: 2.3155
Epoch [   15/   50] | d_loss: 0.6373 | g_loss: 1.9407
Epoch [   15/   50] | d_loss: 0.5044 | g_loss: 1.9146
Epoch [   15/   50] | d_loss: 0.4633 | g_loss: 1.6715
Epoch [   15/   50] | d_loss: 0.3807 | g_loss: 1.7916
Epoch [   15/   50] | d_loss: 0.4907 | g_loss: 1.4681
Epoch [   15/   50] | d_loss: 0.3883 | g_loss: 2.5474
Epoch [   15/   50] | d_loss: 0.4961 | g_loss: 1.2888
Epoch [   15/   50] | d_loss: 0.3960 | g_loss: 2.0784
Epoch [   15/   50] | d_loss: 0.4961 | g_loss: 2.0007
Epoch [   15/   50] | d_loss: 0.4505 | g_loss: 2.0715
Epoch [   15/   50] | d_loss: 0.4556 | g_loss: 2.4810
Epoch [   16/   50] | d_loss: 0.4187 | g_loss: 2.2930
Epoch [   16/   50] | d_loss: 0.6242 | g_loss: 2.0795
Epoch [   16/   50] | d_loss: 0.4119 | g_loss: 2.4960
Epoch [   16/   50] | d_loss: 0.5188 | g_loss: 1.7737
Epoch [   16/   50] | d_loss: 0.5707 | g_loss: 1.6666
Epoch [   16/   50] | d_loss: 0.5682 | g_loss: 2.7255
Epoch [   16/   50] | d_loss: 0.5183 | g_loss: 2.0739
Epoch [   16/   50] | d_loss: 0.4356 | g_loss: 2.8275
Epoch [   16/   50] | d_loss: 0.4270 | g_loss: 1.7957
Epoch [   16/   50] | d_loss: 0.3862 | g_loss: 2.3274
Epoch [   16/   50] | d_loss: 0.3802 | g_loss: 2.0421
Epoch [   16/   50] | d_loss: 0.4340 | g_loss: 2.1106
Epoch [   16/   50] | d_loss: 0.5027 | g_loss: 1.2924
Epoch [   16/   50] | d_loss: 0.4590 | g_loss: 2.0273
Epoch [   16/   50] | d_loss: 0.5782 | g_loss: 2.3601
Epoch [   17/   50] | d_loss: 0.4997 | g_loss: 2.2583
Epoch [   17/   50] | d_loss: 0.3700 | g_loss: 1.9031
Epoch [   17/   50] | d_loss: 0.3798 | g_loss: 2.7397
Epoch [   17/   50] | d_loss: 0.3638 | g_loss: 2.0984
Epoch [   17/   50] | d_loss: 0.4565 | g_loss: 2.3318
Epoch [   17/   50] | d_loss: 0.4822 | g_loss: 1.8010
Epoch [   17/   50] | d_loss: 0.4768 | g_loss: 2.2153
Epoch [   17/   50] | d_loss: 0.3918 | g_loss: 2.2460
Epoch [   17/   50] | d_loss: 0.4049 | g_loss: 2.6705
Epoch [   17/   50] | d_loss: 0.3678 | g_loss: 2.6781
Epoch [   17/   50] | d_loss: 0.5177 | g_loss: 2.0106
Epoch [   17/   50] | d_loss: 0.4073 | g_loss: 2.4782
Epoch [   17/   50] | d_loss: 0.4363 | g_loss: 2.6021
Epoch [   17/   50] | d_loss: 0.5763 | g_loss: 2.0436
Epoch [   17/   50] | d_loss: 0.4466 | g_loss: 2.2767
Epoch [   18/   50] | d_loss: 0.5127 | g_loss: 2.5623
Epoch [   18/   50] | d_loss: 0.4433 | g_loss: 2.2882
Epoch [   18/   50] | d_loss: 0.5297 | g_loss: 1.3466
Epoch [   18/   50] | d_loss: 0.3574 | g_loss: 2.3714
Epoch [   18/   50] | d_loss: 0.5106 | g_loss: 2.4236
Epoch [   18/   50] | d_loss: 0.4971 | g_loss: 2.0141
Epoch [   18/   50] | d_loss: 0.4980 | g_loss: 2.1971
Epoch [   18/   50] | d_loss: 0.4008 | g_loss: 1.9327
Epoch [   18/   50] | d_loss: 0.5356 | g_loss: 1.9520
Epoch [   18/   50] | d_loss: 0.5764 | g_loss: 2.0428
Epoch [   18/   50] | d_loss: 0.4778 | g_loss: 2.0846
Epoch [   18/   50] | d_loss: 0.4128 | g_loss: 2.0775
Epoch [   18/   50] | d_loss: 0.4623 | g_loss: 2.7506
Epoch [   18/   50] | d_loss: 0.4763 | g_loss: 2.0043
Epoch [   18/   50] | d_loss: 0.4417 | g_loss: 2.2669
Epoch [   19/   50] | d_loss: 0.5498 | g_loss: 1.3111
Epoch [   19/   50] | d_loss: 0.5045 | g_loss: 2.4715
Epoch [   19/   50] | d_loss: 0.4511 | g_loss: 2.2479
Epoch [   19/   50] | d_loss: 0.3083 | g_loss: 3.2660
Epoch [   19/   50] | d_loss: 0.4471 | g_loss: 1.9556
Epoch [   19/   50] | d_loss: 0.3774 | g_loss: 2.5761
Epoch [   19/   50] | d_loss: 0.5216 | g_loss: 1.7833
Epoch [   19/   50] | d_loss: 0.4743 | g_loss: 1.9422
Epoch [   19/   50] | d_loss: 0.5359 | g_loss: 1.7883
Epoch [   19/   50] | d_loss: 0.3711 | g_loss: 1.9853
Epoch [   19/   50] | d_loss: 0.5439 | g_loss: 2.0942
Epoch [   19/   50] | d_loss: 0.4957 | g_loss: 2.1186
Epoch [   19/   50] | d_loss: 0.4508 | g_loss: 2.9086
Epoch [   19/   50] | d_loss: 0.4709 | g_loss: 1.8669
Epoch [   19/   50] | d_loss: 0.4519 | g_loss: 2.0428
Epoch [   20/   50] | d_loss: 0.4762 | g_loss: 2.1011
Epoch [   20/   50] | d_loss: 0.5078 | g_loss: 1.8731
Epoch [   20/   50] | d_loss: 0.4390 | g_loss: 2.1371
Epoch [   20/   50] | d_loss: 0.3892 | g_loss: 2.0516
Epoch [   20/   50] | d_loss: 0.3745 | g_loss: 2.0215
Epoch [   20/   50] | d_loss: 0.4170 | g_loss: 1.7533
Epoch [   20/   50] | d_loss: 0.4136 | g_loss: 1.8932
Epoch [   20/   50] | d_loss: 0.4365 | g_loss: 2.1495
Epoch [   20/   50] | d_loss: 0.4292 | g_loss: 2.1726
Epoch [   20/   50] | d_loss: 0.4811 | g_loss: 1.8107
Epoch [   20/   50] | d_loss: 0.3638 | g_loss: 1.9476
Epoch [   20/   50] | d_loss: 0.4641 | g_loss: 1.8426
Epoch [   20/   50] | d_loss: 0.3985 | g_loss: 2.0745
Epoch [   20/   50] | d_loss: 0.3282 | g_loss: 2.5001
Epoch [   20/   50] | d_loss: 0.5580 | g_loss: 2.0460
Epoch [   21/   50] | d_loss: 0.4135 | g_loss: 1.8855
Epoch [   21/   50] | d_loss: 0.4591 | g_loss: 2.1212
Epoch [   21/   50] | d_loss: 0.4091 | g_loss: 1.8071
Epoch [   21/   50] | d_loss: 0.4029 | g_loss: 1.9016
Epoch [   21/   50] | d_loss: 0.4564 | g_loss: 1.7426
Epoch [   21/   50] | d_loss: 0.4159 | g_loss: 1.6150
Epoch [   21/   50] | d_loss: 0.4130 | g_loss: 2.1339
Epoch [   21/   50] | d_loss: 0.4762 | g_loss: 2.3755
Epoch [   21/   50] | d_loss: 0.4835 | g_loss: 1.8946
Epoch [   21/   50] | d_loss: 0.3505 | g_loss: 2.2143
Epoch [   21/   50] | d_loss: 0.5033 | g_loss: 2.2678
Epoch [   21/   50] | d_loss: 0.4327 | g_loss: 2.2187
Epoch [   21/   50] | d_loss: 0.4345 | g_loss: 2.0537
Epoch [   21/   50] | d_loss: 0.4590 | g_loss: 2.1324
Epoch [   21/   50] | d_loss: 0.4094 | g_loss: 2.0045
Epoch [   22/   50] | d_loss: 0.4764 | g_loss: 1.9808
Epoch [   22/   50] | d_loss: 0.3303 | g_loss: 2.3109
Epoch [   22/   50] | d_loss: 0.4527 | g_loss: 2.0683
Epoch [   22/   50] | d_loss: 0.3516 | g_loss: 2.4755
Epoch [   22/   50] | d_loss: 0.4544 | g_loss: 2.3500
Epoch [   22/   50] | d_loss: 0.3904 | g_loss: 1.7307
Epoch [   22/   50] | d_loss: 0.4514 | g_loss: 2.0228
Epoch [   22/   50] | d_loss: 0.3411 | g_loss: 2.0440
Epoch [   22/   50] | d_loss: 0.3119 | g_loss: 2.0085
Epoch [   22/   50] | d_loss: 0.3222 | g_loss: 2.1137
Epoch [   22/   50] | d_loss: 0.3042 | g_loss: 2.0325
Epoch [   22/   50] | d_loss: 0.4170 | g_loss: 2.1828
Epoch [   22/   50] | d_loss: 0.1980 | g_loss: 2.2653
Epoch [   22/   50] | d_loss: 0.5975 | g_loss: 2.3653
Epoch [   22/   50] | d_loss: 0.4172 | g_loss: 1.9544
Epoch [   23/   50] | d_loss: 0.3969 | g_loss: 2.1482
Epoch [   23/   50] | d_loss: 0.3295 | g_loss: 1.9238
Epoch [   23/   50] | d_loss: 0.3634 | g_loss: 2.5041
Epoch [   23/   50] | d_loss: 0.4032 | g_loss: 1.8783
Epoch [   23/   50] | d_loss: 0.5963 | g_loss: 2.1132
Epoch [   23/   50] | d_loss: 0.5144 | g_loss: 2.2325
Epoch [   23/   50] | d_loss: 0.4071 | g_loss: 2.6565
Epoch [   23/   50] | d_loss: 0.2809 | g_loss: 2.3063
Epoch [   23/   50] | d_loss: 0.2928 | g_loss: 2.2655
Epoch [   23/   50] | d_loss: 0.3547 | g_loss: 1.8814
Epoch [   23/   50] | d_loss: 0.2701 | g_loss: 2.1617
Epoch [   23/   50] | d_loss: 0.3662 | g_loss: 1.9758
Epoch [   23/   50] | d_loss: 0.3225 | g_loss: 2.1426
Epoch [   23/   50] | d_loss: 0.4011 | g_loss: 1.8800
Epoch [   23/   50] | d_loss: 0.3635 | g_loss: 2.4022
Epoch [   24/   50] | d_loss: 0.4181 | g_loss: 2.2932
Epoch [   24/   50] | d_loss: 0.3994 | g_loss: 2.5058
Epoch [   24/   50] | d_loss: 0.4612 | g_loss: 1.9594
Epoch [   24/   50] | d_loss: 0.3356 | g_loss: 2.2052
Epoch [   24/   50] | d_loss: 0.3609 | g_loss: 2.2763
Epoch [   24/   50] | d_loss: 0.2700 | g_loss: 2.4962
Epoch [   24/   50] | d_loss: 0.3456 | g_loss: 2.3333
Epoch [   24/   50] | d_loss: 0.5431 | g_loss: 2.1706
Epoch [   24/   50] | d_loss: 0.2959 | g_loss: 2.0194
Epoch [   24/   50] | d_loss: 0.2975 | g_loss: 2.2228
Epoch [   24/   50] | d_loss: 0.3775 | g_loss: 2.1918
Epoch [   24/   50] | d_loss: 0.4115 | g_loss: 2.1014
Epoch [   24/   50] | d_loss: 0.3795 | g_loss: 1.8135
Epoch [   24/   50] | d_loss: 0.3218 | g_loss: 2.3703
Epoch [   24/   50] | d_loss: 0.2923 | g_loss: 2.2898
Epoch [   25/   50] | d_loss: 0.2839 | g_loss: 2.6249
Epoch [   25/   50] | d_loss: 0.4061 | g_loss: 2.3881
Epoch [   25/   50] | d_loss: 0.3284 | g_loss: 2.5793
Epoch [   25/   50] | d_loss: 0.2672 | g_loss: 2.3279
Epoch [   25/   50] | d_loss: 0.5275 | g_loss: 2.1485
Epoch [   25/   50] | d_loss: 0.2758 | g_loss: 2.5347
Epoch [   25/   50] | d_loss: 0.2575 | g_loss: 2.3384
Epoch [   25/   50] | d_loss: 0.4179 | g_loss: 2.4493
Epoch [   25/   50] | d_loss: 0.3387 | g_loss: 2.2884
Epoch [   25/   50] | d_loss: 0.3478 | g_loss: 2.6025
Epoch [   25/   50] | d_loss: 0.4219 | g_loss: 2.1561
Epoch [   25/   50] | d_loss: 0.3714 | g_loss: 2.1071
Epoch [   25/   50] | d_loss: 0.4082 | g_loss: 2.0319
Epoch [   25/   50] | d_loss: 0.2314 | g_loss: 2.1930
Epoch [   25/   50] | d_loss: 0.3390 | g_loss: 2.4061
Epoch [   26/   50] | d_loss: 0.3450 | g_loss: 2.2920
Epoch [   26/   50] | d_loss: 0.4398 | g_loss: 2.0914
Epoch [   26/   50] | d_loss: 0.4646 | g_loss: 2.5394
Epoch [   26/   50] | d_loss: 0.5105 | g_loss: 2.6609
Epoch [   26/   50] | d_loss: 0.3920 | g_loss: 2.2551
Epoch [   26/   50] | d_loss: 0.4309 | g_loss: 2.5462
Epoch [   26/   50] | d_loss: 0.3529 | g_loss: 2.0871
Epoch [   26/   50] | d_loss: 0.2454 | g_loss: 2.7902
Epoch [   26/   50] | d_loss: 0.2493 | g_loss: 2.3000
Epoch [   26/   50] | d_loss: 0.3306 | g_loss: 2.3426
Epoch [   26/   50] | d_loss: 0.3684 | g_loss: 2.4157
Epoch [   26/   50] | d_loss: 0.2490 | g_loss: 2.4216
Epoch [   26/   50] | d_loss: 0.4387 | g_loss: 2.0601
Epoch [   26/   50] | d_loss: 0.3009 | g_loss: 2.2385
Epoch [   26/   50] | d_loss: 0.3314 | g_loss: 2.3058
Epoch [   27/   50] | d_loss: 0.2927 | g_loss: 2.6169
Epoch [   27/   50] | d_loss: 0.3677 | g_loss: 2.2118
Epoch [   27/   50] | d_loss: 0.3056 | g_loss: 2.5888
Epoch [   27/   50] | d_loss: 0.3296 | g_loss: 2.1373
Epoch [   27/   50] | d_loss: 0.3356 | g_loss: 1.9453
Epoch [   27/   50] | d_loss: 0.3556 | g_loss: 2.4140
Epoch [   27/   50] | d_loss: 0.3206 | g_loss: 2.4640
Epoch [   27/   50] | d_loss: 0.3144 | g_loss: 2.1953
Epoch [   27/   50] | d_loss: 0.2417 | g_loss: 2.1112
Epoch [   27/   50] | d_loss: 0.3264 | g_loss: 2.5807
Epoch [   27/   50] | d_loss: 0.4140 | g_loss: 2.2729
Epoch [   27/   50] | d_loss: 0.2236 | g_loss: 1.8417
Epoch [   27/   50] | d_loss: 0.3505 | g_loss: 2.2398
Epoch [   27/   50] | d_loss: 0.3719 | g_loss: 2.4693
Epoch [   27/   50] | d_loss: 0.3188 | g_loss: 1.9349
Epoch [   28/   50] | d_loss: 0.3386 | g_loss: 2.3279
Epoch [   28/   50] | d_loss: 0.3287 | g_loss: 2.5470
Epoch [   28/   50] | d_loss: 0.2716 | g_loss: 2.1985
Epoch [   28/   50] | d_loss: 0.3124 | g_loss: 2.0426
Epoch [   28/   50] | d_loss: 0.3520 | g_loss: 2.1802
Epoch [   28/   50] | d_loss: 0.3711 | g_loss: 2.1786
Epoch [   28/   50] | d_loss: 0.3984 | g_loss: 2.2807
Epoch [   28/   50] | d_loss: 0.2939 | g_loss: 2.2246
Epoch [   28/   50] | d_loss: 0.3960 | g_loss: 2.2632
Epoch [   28/   50] | d_loss: 0.3256 | g_loss: 1.9537
Epoch [   28/   50] | d_loss: 0.4096 | g_loss: 2.1633
Epoch [   28/   50] | d_loss: 0.3414 | g_loss: 2.2320
Epoch [   28/   50] | d_loss: 0.3125 | g_loss: 2.6114
Epoch [   28/   50] | d_loss: 0.2512 | g_loss: 2.3106
Epoch [   28/   50] | d_loss: 0.4814 | g_loss: 2.3770
Epoch [   29/   50] | d_loss: 0.3024 | g_loss: 2.1162
Epoch [   29/   50] | d_loss: 0.2621 | g_loss: 2.1670
Epoch [   29/   50] | d_loss: 0.3545 | g_loss: 2.1474
Epoch [   29/   50] | d_loss: 0.2763 | g_loss: 2.5492
Epoch [   29/   50] | d_loss: 0.2724 | g_loss: 2.2249
Epoch [   29/   50] | d_loss: 0.2595 | g_loss: 2.2300
Epoch [   29/   50] | d_loss: 0.3204 | g_loss: 2.0865
Epoch [   29/   50] | d_loss: 0.4322 | g_loss: 2.3071
Epoch [   29/   50] | d_loss: 0.2991 | g_loss: 2.2547
Epoch [   29/   50] | d_loss: 0.4077 | g_loss: 2.4504
Epoch [   29/   50] | d_loss: 0.3893 | g_loss: 2.0944
Epoch [   29/   50] | d_loss: 0.2800 | g_loss: 1.8952
Epoch [   29/   50] | d_loss: 0.2892 | g_loss: 2.2904
Epoch [   29/   50] | d_loss: 0.2539 | g_loss: 2.6463
Epoch [   29/   50] | d_loss: 0.3709 | g_loss: 2.1572
Epoch [   30/   50] | d_loss: 0.3246 | g_loss: 2.2714
Epoch [   30/   50] | d_loss: 0.2945 | g_loss: 2.2802
Epoch [   30/   50] | d_loss: 0.2579 | g_loss: 2.0163
Epoch [   30/   50] | d_loss: 0.3799 | g_loss: 2.1452
Epoch [   30/   50] | d_loss: 0.2998 | g_loss: 2.3563
Epoch [   30/   50] | d_loss: 0.3557 | g_loss: 2.4322
Epoch [   30/   50] | d_loss: 0.2804 | g_loss: 2.3486
Epoch [   30/   50] | d_loss: 0.3076 | g_loss: 2.6062
Epoch [   30/   50] | d_loss: 0.2913 | g_loss: 1.9881
Epoch [   30/   50] | d_loss: 0.2309 | g_loss: 2.1649
Epoch [   30/   50] | d_loss: 0.3488 | g_loss: 2.2760
Epoch [   30/   50] | d_loss: 0.2642 | g_loss: 2.4701
Epoch [   30/   50] | d_loss: 0.3834 | g_loss: 2.1632
Epoch [   30/   50] | d_loss: 0.2523 | g_loss: 2.2442
Epoch [   30/   50] | d_loss: 0.2304 | g_loss: 2.1921
Epoch [   31/   50] | d_loss: 0.2287 | g_loss: 2.1979
Epoch [   31/   50] | d_loss: 0.3304 | g_loss: 2.4403
Epoch [   31/   50] | d_loss: 0.2621 | g_loss: 2.5369
Epoch [   31/   50] | d_loss: 0.3641 | g_loss: 2.2483
Epoch [   31/   50] | d_loss: 0.3323 | g_loss: 2.4278
Epoch [   31/   50] | d_loss: 0.5177 | g_loss: 2.1085
Epoch [   31/   50] | d_loss: 0.3293 | g_loss: 2.4218
Epoch [   31/   50] | d_loss: 0.3991 | g_loss: 2.3959
Epoch [   31/   50] | d_loss: 0.3246 | g_loss: 2.2674
Epoch [   31/   50] | d_loss: 0.3553 | g_loss: 2.3133
Epoch [   31/   50] | d_loss: 0.3325 | g_loss: 2.1073
Epoch [   31/   50] | d_loss: 0.2840 | g_loss: 2.3190
Epoch [   31/   50] | d_loss: 0.3023 | g_loss: 2.6261
Epoch [   31/   50] | d_loss: 0.3778 | g_loss: 2.5307
Epoch [   31/   50] | d_loss: 0.3196 | g_loss: 2.6193
Epoch [   32/   50] | d_loss: 0.3189 | g_loss: 2.3278
Epoch [   32/   50] | d_loss: 0.3320 | g_loss: 2.7232
Epoch [   32/   50] | d_loss: 0.4190 | g_loss: 2.1818
Epoch [   32/   50] | d_loss: 0.3575 | g_loss: 2.2276
Epoch [   32/   50] | d_loss: 0.2152 | g_loss: 1.9885
Epoch [   32/   50] | d_loss: 0.3429 | g_loss: 1.8398
Epoch [   32/   50] | d_loss: 0.3478 | g_loss: 2.4762
Epoch [   32/   50] | d_loss: 0.2573 | g_loss: 2.4630
Epoch [   32/   50] | d_loss: 0.3404 | g_loss: 2.3427
Epoch [   32/   50] | d_loss: 0.3223 | g_loss: 2.0902
Epoch [   32/   50] | d_loss: 0.3236 | g_loss: 2.2914
Epoch [   32/   50] | d_loss: 0.2975 | g_loss: 2.2299
Epoch [   32/   50] | d_loss: 0.2689 | g_loss: 2.6534
Epoch [   32/   50] | d_loss: 0.3020 | g_loss: 2.4864
Epoch [   32/   50] | d_loss: 0.2799 | g_loss: 2.5004
Epoch [   33/   50] | d_loss: 0.3347 | g_loss: 2.0490
Epoch [   33/   50] | d_loss: 0.2458 | g_loss: 2.5761
Epoch [   33/   50] | d_loss: 0.2987 | g_loss: 2.4833
Epoch [   33/   50] | d_loss: 0.4151 | g_loss: 2.5746
Epoch [   33/   50] | d_loss: 0.1733 | g_loss: 2.4890
Epoch [   33/   50] | d_loss: 0.2875 | g_loss: 2.5115
Epoch [   33/   50] | d_loss: 0.2838 | g_loss: 2.5106
Epoch [   33/   50] | d_loss: 0.2996 | g_loss: 2.5387
Epoch [   33/   50] | d_loss: 0.3377 | g_loss: 2.1720
Epoch [   33/   50] | d_loss: 0.3467 | g_loss: 2.5221
Epoch [   33/   50] | d_loss: 0.3924 | g_loss: 2.2535
Epoch [   33/   50] | d_loss: 0.3284 | g_loss: 2.3501
Epoch [   33/   50] | d_loss: 0.3017 | g_loss: 2.0673
Epoch [   33/   50] | d_loss: 0.3701 | g_loss: 2.7198
Epoch [   33/   50] | d_loss: 0.2505 | g_loss: 2.2819
Epoch [   34/   50] | d_loss: 0.3053 | g_loss: 2.4765
Epoch [   34/   50] | d_loss: 0.4003 | g_loss: 2.1402
Epoch [   34/   50] | d_loss: 0.3101 | g_loss: 2.5154
Epoch [   34/   50] | d_loss: 0.2708 | g_loss: 2.7824
Epoch [   34/   50] | d_loss: 0.3964 | g_loss: 2.4013
Epoch [   34/   50] | d_loss: 0.3273 | g_loss: 2.3424
Epoch [   34/   50] | d_loss: 0.2601 | g_loss: 2.4064
Epoch [   34/   50] | d_loss: 0.4012 | g_loss: 2.3930
Epoch [   34/   50] | d_loss: 0.3834 | g_loss: 2.6705
Epoch [   34/   50] | d_loss: 0.2652 | g_loss: 2.5418
Epoch [   34/   50] | d_loss: 0.3520 | g_loss: 2.2732
Epoch [   34/   50] | d_loss: 0.2773 | g_loss: 2.2574
Epoch [   34/   50] | d_loss: 0.3022 | g_loss: 2.4439
Epoch [   34/   50] | d_loss: 0.3929 | g_loss: 2.3808
Epoch [   34/   50] | d_loss: 0.3145 | g_loss: 2.3050
Epoch [   35/   50] | d_loss: 0.3984 | g_loss: 2.2695
Epoch [   35/   50] | d_loss: 0.3233 | g_loss: 1.9240
Epoch [   35/   50] | d_loss: 0.3755 | g_loss: 2.3133
Epoch [   35/   50] | d_loss: 0.3822 | g_loss: 2.2868
Epoch [   35/   50] | d_loss: 0.3601 | g_loss: 2.6544
Epoch [   35/   50] | d_loss: 0.3733 | g_loss: 2.4428
Epoch [   35/   50] | d_loss: 0.3501 | g_loss: 2.6209
Epoch [   35/   50] | d_loss: 0.3740 | g_loss: 2.2422
Epoch [   35/   50] | d_loss: 0.2813 | g_loss: 2.6018
Epoch [   35/   50] | d_loss: 0.4094 | g_loss: 2.0802
Epoch [   35/   50] | d_loss: 0.2749 | g_loss: 2.0824
Epoch [   35/   50] | d_loss: 0.3310 | g_loss: 2.3622
Epoch [   35/   50] | d_loss: 0.4743 | g_loss: 2.3126
Epoch [   35/   50] | d_loss: 0.2567 | g_loss: 2.4252
Epoch [   35/   50] | d_loss: 0.3330 | g_loss: 2.5041
Epoch [   36/   50] | d_loss: 0.2524 | g_loss: 2.0721
Epoch [   36/   50] | d_loss: 0.2659 | g_loss: 2.2142
Epoch [   36/   50] | d_loss: 0.3582 | g_loss: 2.1752
Epoch [   36/   50] | d_loss: 0.2519 | g_loss: 2.2407
Epoch [   36/   50] | d_loss: 0.3358 | g_loss: 2.6004
Epoch [   36/   50] | d_loss: 0.4067 | g_loss: 2.4621
Epoch [   36/   50] | d_loss: 0.2222 | g_loss: 2.6895
Epoch [   36/   50] | d_loss: 0.2841 | g_loss: 2.2676
Epoch [   36/   50] | d_loss: 0.2613 | g_loss: 2.5457
Epoch [   36/   50] | d_loss: 0.3813 | g_loss: 2.3641
Epoch [   36/   50] | d_loss: 0.4214 | g_loss: 2.0280
Epoch [   36/   50] | d_loss: 0.2345 | g_loss: 2.5734
Epoch [   36/   50] | d_loss: 0.3190 | g_loss: 2.2482
Epoch [   36/   50] | d_loss: 0.3509 | g_loss: 2.3009
Epoch [   36/   50] | d_loss: 0.2568 | g_loss: 2.5633
Epoch [   37/   50] | d_loss: 0.4815 | g_loss: 2.2643
Epoch [   37/   50] | d_loss: 0.3365 | g_loss: 2.3658
Epoch [   37/   50] | d_loss: 0.2665 | g_loss: 2.0127
Epoch [   37/   50] | d_loss: 0.2576 | g_loss: 2.3894
Epoch [   37/   50] | d_loss: 0.3428 | g_loss: 2.1452
Epoch [   37/   50] | d_loss: 0.3775 | g_loss: 2.6188
Epoch [   37/   50] | d_loss: 0.2992 | g_loss: 2.6727
Epoch [   37/   50] | d_loss: 0.3969 | g_loss: 2.5217
Epoch [   37/   50] | d_loss: 0.3006 | g_loss: 2.0387
Epoch [   37/   50] | d_loss: 0.1848 | g_loss: 2.6134
Epoch [   37/   50] | d_loss: 0.2519 | g_loss: 2.6185
Epoch [   37/   50] | d_loss: 0.2767 | g_loss: 2.4132
Epoch [   37/   50] | d_loss: 0.3142 | g_loss: 2.2498
Epoch [   37/   50] | d_loss: 0.2488 | g_loss: 2.1744
Epoch [   37/   50] | d_loss: 0.3099 | g_loss: 2.3076
Epoch [   38/   50] | d_loss: 0.2936 | g_loss: 2.3653
Epoch [   38/   50] | d_loss: 0.2496 | g_loss: 2.3679
Epoch [   38/   50] | d_loss: 0.2394 | g_loss: 2.5326
Epoch [   38/   50] | d_loss: 0.3360 | g_loss: 2.3093
Epoch [   38/   50] | d_loss: 0.4868 | g_loss: 2.4844
Epoch [   38/   50] | d_loss: 0.3211 | g_loss: 2.1066
Epoch [   38/   50] | d_loss: 0.2943 | g_loss: 2.1353
Epoch [   38/   50] | d_loss: 0.3592 | g_loss: 2.3390
Epoch [   38/   50] | d_loss: 0.4059 | g_loss: 2.2254
Epoch [   38/   50] | d_loss: 0.2463 | g_loss: 2.4293
Epoch [   38/   50] | d_loss: 0.2548 | g_loss: 2.3715
Epoch [   38/   50] | d_loss: 0.4171 | g_loss: 2.4097
Epoch [   38/   50] | d_loss: 0.3500 | g_loss: 2.3211
Epoch [   38/   50] | d_loss: 0.3576 | g_loss: 2.5336
Epoch [   38/   50] | d_loss: 0.2740 | g_loss: 2.4662
Epoch [   39/   50] | d_loss: 0.2407 | g_loss: 2.4264
Epoch [   39/   50] | d_loss: 0.2790 | g_loss: 2.4506
Epoch [   39/   50] | d_loss: 0.2501 | g_loss: 2.2557
Epoch [   39/   50] | d_loss: 0.2981 | g_loss: 2.6266
Epoch [   39/   50] | d_loss: 0.3189 | g_loss: 2.4749
Epoch [   39/   50] | d_loss: 0.3753 | g_loss: 2.3436
Epoch [   39/   50] | d_loss: 0.3695 | g_loss: 2.2083
Epoch [   39/   50] | d_loss: 0.3456 | g_loss: 2.5118
Epoch [   39/   50] | d_loss: 0.3159 | g_loss: 2.1887
Epoch [   39/   50] | d_loss: 0.2416 | g_loss: 2.4839
Epoch [   39/   50] | d_loss: 0.2997 | g_loss: 2.1418
Epoch [   39/   50] | d_loss: 0.3639 | g_loss: 2.2528
Epoch [   39/   50] | d_loss: 0.4348 | g_loss: 2.2740
Epoch [   39/   50] | d_loss: 0.4411 | g_loss: 2.2607
Epoch [   39/   50] | d_loss: 0.2995 | g_loss: 2.0517
Epoch [   40/   50] | d_loss: 0.3257 | g_loss: 2.1986
Epoch [   40/   50] | d_loss: 0.2684 | g_loss: 2.5483
Epoch [   40/   50] | d_loss: 0.2965 | g_loss: 2.1311
Epoch [   40/   50] | d_loss: 0.2035 | g_loss: 2.1464
Epoch [   40/   50] | d_loss: 0.2884 | g_loss: 2.5684
Epoch [   40/   50] | d_loss: 0.3729 | g_loss: 2.4761
Epoch [   40/   50] | d_loss: 0.3018 | g_loss: 2.6527
Epoch [   40/   50] | d_loss: 0.4112 | g_loss: 2.3353
Epoch [   40/   50] | d_loss: 0.3244 | g_loss: 2.1369
Epoch [   40/   50] | d_loss: 0.4906 | g_loss: 2.3619
Epoch [   40/   50] | d_loss: 0.3039 | g_loss: 2.3301
Epoch [   40/   50] | d_loss: 0.3188 | g_loss: 2.3483
Epoch [   40/   50] | d_loss: 0.2606 | g_loss: 2.2479
Epoch [   40/   50] | d_loss: 0.3360 | g_loss: 2.4105
Epoch [   40/   50] | d_loss: 0.3380 | g_loss: 2.3483
Epoch [   41/   50] | d_loss: 0.3878 | g_loss: 2.6873
Epoch [   41/   50] | d_loss: 0.3529 | g_loss: 2.3324
Epoch [   41/   50] | d_loss: 0.4162 | g_loss: 2.4670
Epoch [   41/   50] | d_loss: 0.2845 | g_loss: 2.5093
Epoch [   41/   50] | d_loss: 0.2699 | g_loss: 2.2829
Epoch [   41/   50] | d_loss: 0.3882 | g_loss: 2.4673
Epoch [   41/   50] | d_loss: 0.3251 | g_loss: 2.0488
Epoch [   41/   50] | d_loss: 0.3958 | g_loss: 2.5153
Epoch [   41/   50] | d_loss: 0.3266 | g_loss: 2.1071
Epoch [   41/   50] | d_loss: 0.2797 | g_loss: 2.2310
Epoch [   41/   50] | d_loss: 0.3232 | g_loss: 2.7233
Epoch [   41/   50] | d_loss: 0.2980 | g_loss: 2.4710
Epoch [   41/   50] | d_loss: 0.2842 | g_loss: 2.5159
Epoch [   41/   50] | d_loss: 0.2763 | g_loss: 2.4083
Epoch [   41/   50] | d_loss: 0.3274 | g_loss: 2.4924
Epoch [   42/   50] | d_loss: 0.2030 | g_loss: 2.4462
Epoch [   42/   50] | d_loss: 0.2929 | g_loss: 2.3657
Epoch [   42/   50] | d_loss: 0.3658 | g_loss: 2.7075
Epoch [   42/   50] | d_loss: 0.3231 | g_loss: 2.2955
Epoch [   42/   50] | d_loss: 0.4075 | g_loss: 1.9244
Epoch [   42/   50] | d_loss: 0.3220 | g_loss: 2.4288
Epoch [   42/   50] | d_loss: 0.4123 | g_loss: 2.2216
Epoch [   42/   50] | d_loss: 0.3377 | g_loss: 2.7798
Epoch [   42/   50] | d_loss: 0.4283 | g_loss: 2.0327
Epoch [   42/   50] | d_loss: 0.3441 | g_loss: 1.9394
Epoch [   42/   50] | d_loss: 0.3363 | g_loss: 2.3962
Epoch [   42/   50] | d_loss: 0.2935 | g_loss: 2.2604
Epoch [   42/   50] | d_loss: 0.2913 | g_loss: 2.6586
Epoch [   42/   50] | d_loss: 0.4339 | g_loss: 1.9947
Epoch [   42/   50] | d_loss: 0.4396 | g_loss: 2.3329
Epoch [   43/   50] | d_loss: 0.3092 | g_loss: 2.5454
Epoch [   43/   50] | d_loss: 0.4102 | g_loss: 2.2222
Epoch [   43/   50] | d_loss: 0.2563 | g_loss: 2.3616
Epoch [   43/   50] | d_loss: 0.2563 | g_loss: 2.1441
Epoch [   43/   50] | d_loss: 0.2853 | g_loss: 2.5079
Epoch [   43/   50] | d_loss: 0.2868 | g_loss: 2.0912
Epoch [   43/   50] | d_loss: 0.3370 | g_loss: 2.3176
Epoch [   43/   50] | d_loss: 0.2894 | g_loss: 2.3220
Epoch [   43/   50] | d_loss: 0.2044 | g_loss: 2.2335
Epoch [   43/   50] | d_loss: 0.3237 | g_loss: 2.3213
Epoch [   43/   50] | d_loss: 0.3228 | g_loss: 2.1669
Epoch [   43/   50] | d_loss: 0.2872 | g_loss: 2.7406
Epoch [   43/   50] | d_loss: 0.3901 | g_loss: 2.2028
Epoch [   43/   50] | d_loss: 0.3532 | g_loss: 2.1399
Epoch [   43/   50] | d_loss: 0.2905 | g_loss: 2.4146
Epoch [   44/   50] | d_loss: 0.2807 | g_loss: 2.3450
Epoch [   44/   50] | d_loss: 0.3901 | g_loss: 2.3442
Epoch [   44/   50] | d_loss: 0.2724 | g_loss: 2.4231
Epoch [   44/   50] | d_loss: 0.3745 | g_loss: 2.3015
Epoch [   44/   50] | d_loss: 0.2766 | g_loss: 2.3860
Epoch [   44/   50] | d_loss: 0.2893 | g_loss: 2.3482
Epoch [   44/   50] | d_loss: 0.2568 | g_loss: 2.3720
Epoch [   44/   50] | d_loss: 0.3686 | g_loss: 2.4303
Epoch [   44/   50] | d_loss: 0.3606 | g_loss: 2.8086
Epoch [   44/   50] | d_loss: 0.2157 | g_loss: 2.4171
Epoch [   44/   50] | d_loss: 0.3825 | g_loss: 2.6030
Epoch [   44/   50] | d_loss: 0.3937 | g_loss: 2.0422
Epoch [   44/   50] | d_loss: 0.4351 | g_loss: 2.7235
Epoch [   44/   50] | d_loss: 0.2901 | g_loss: 2.4296
Epoch [   44/   50] | d_loss: 0.3351 | g_loss: 2.3693
Epoch [   45/   50] | d_loss: 0.2805 | g_loss: 2.0245
Epoch [   45/   50] | d_loss: 0.3389 | g_loss: 2.4593
Epoch [   45/   50] | d_loss: 0.2580 | g_loss: 2.2266
Epoch [   45/   50] | d_loss: 0.3726 | g_loss: 2.0026
Epoch [   45/   50] | d_loss: 0.3798 | g_loss: 2.5519
Epoch [   45/   50] | d_loss: 0.2324 | g_loss: 2.3938
Epoch [   45/   50] | d_loss: 0.3005 | g_loss: 2.2443
Epoch [   45/   50] | d_loss: 0.4393 | g_loss: 2.1559
Epoch [   45/   50] | d_loss: 0.2722 | g_loss: 2.3479
Epoch [   45/   50] | d_loss: 0.2289 | g_loss: 2.2600
Epoch [   45/   50] | d_loss: 0.3597 | g_loss: 2.3019
Epoch [   45/   50] | d_loss: 0.3577 | g_loss: 2.2432
Epoch [   45/   50] | d_loss: 0.3105 | g_loss: 2.6844
Epoch [   45/   50] | d_loss: 0.3234 | g_loss: 2.1976
Epoch [   45/   50] | d_loss: 0.2376 | g_loss: 2.2887
Epoch [   46/   50] | d_loss: 0.2729 | g_loss: 2.4049
Epoch [   46/   50] | d_loss: 0.3063 | g_loss: 2.3352
Epoch [   46/   50] | d_loss: 0.3299 | g_loss: 2.0912
Epoch [   46/   50] | d_loss: 0.2393 | g_loss: 2.3941
Epoch [   46/   50] | d_loss: 0.3392 | g_loss: 2.3080
Epoch [   46/   50] | d_loss: 0.3081 | g_loss: 2.3532
Epoch [   46/   50] | d_loss: 0.2688 | g_loss: 2.0726
Epoch [   46/   50] | d_loss: 0.3593 | g_loss: 2.5148
Epoch [   46/   50] | d_loss: 0.2375 | g_loss: 2.4916
Epoch [   46/   50] | d_loss: 0.3051 | g_loss: 2.3751
Epoch [   46/   50] | d_loss: 0.2735 | g_loss: 2.5989
Epoch [   46/   50] | d_loss: 0.4206 | g_loss: 2.5292
Epoch [   46/   50] | d_loss: 0.3808 | g_loss: 2.2308
Epoch [   46/   50] | d_loss: 0.3326 | g_loss: 2.0434
Epoch [   46/   50] | d_loss: 0.3681 | g_loss: 2.4179
Epoch [   47/   50] | d_loss: 0.3051 | g_loss: 2.4010
Epoch [   47/   50] | d_loss: 0.4713 | g_loss: 2.0385
Epoch [   47/   50] | d_loss: 0.3483 | g_loss: 2.0367
Epoch [   47/   50] | d_loss: 0.3743 | g_loss: 2.0810
Epoch [   47/   50] | d_loss: 0.2761 | g_loss: 2.2899
Epoch [   47/   50] | d_loss: 0.2378 | g_loss: 2.8974
Epoch [   47/   50] | d_loss: 0.3835 | g_loss: 2.0485
Epoch [   47/   50] | d_loss: 0.3216 | g_loss: 2.6746
Epoch [   47/   50] | d_loss: 0.2616 | g_loss: 2.1250
Epoch [   47/   50] | d_loss: 0.2161 | g_loss: 2.3776
Epoch [   47/   50] | d_loss: 0.4001 | g_loss: 1.8948
Epoch [   47/   50] | d_loss: 0.3450 | g_loss: 2.4689
Epoch [   47/   50] | d_loss: 0.3094 | g_loss: 2.5120
Epoch [   47/   50] | d_loss: 0.2335 | g_loss: 2.2742
Epoch [   47/   50] | d_loss: 0.3442 | g_loss: 2.5414
Epoch [   48/   50] | d_loss: 0.3603 | g_loss: 2.5102
Epoch [   48/   50] | d_loss: 0.3038 | g_loss: 2.6222
Epoch [   48/   50] | d_loss: 0.2624 | g_loss: 2.3252
Epoch [   48/   50] | d_loss: 0.3306 | g_loss: 2.2847
Epoch [   48/   50] | d_loss: 0.2398 | g_loss: 2.9810
Epoch [   48/   50] | d_loss: 0.3661 | g_loss: 2.3427
Epoch [   48/   50] | d_loss: 0.2320 | g_loss: 2.4468
Epoch [   48/   50] | d_loss: 0.3594 | g_loss: 2.1607
Epoch [   48/   50] | d_loss: 0.4370 | g_loss: 2.3685
Epoch [   48/   50] | d_loss: 0.3522 | g_loss: 2.3662
Epoch [   48/   50] | d_loss: 0.2263 | g_loss: 2.0973
Epoch [   48/   50] | d_loss: 0.2900 | g_loss: 2.5627
Epoch [   48/   50] | d_loss: 0.2752 | g_loss: 2.7807
Epoch [   48/   50] | d_loss: 0.2610 | g_loss: 2.5801
Epoch [   48/   50] | d_loss: 0.3835 | g_loss: 2.3802
Epoch [   49/   50] | d_loss: 0.2872 | g_loss: 2.4747
Epoch [   49/   50] | d_loss: 0.2515 | g_loss: 2.4865
Epoch [   49/   50] | d_loss: 0.2932 | g_loss: 2.5781
Epoch [   49/   50] | d_loss: 0.3606 | g_loss: 2.6335
Epoch [   49/   50] | d_loss: 0.2651 | g_loss: 2.3688
Epoch [   49/   50] | d_loss: 0.3539 | g_loss: 2.0263
Epoch [   49/   50] | d_loss: 0.2157 | g_loss: 2.5636
Epoch [   49/   50] | d_loss: 0.2861 | g_loss: 2.1871
Epoch [   49/   50] | d_loss: 0.3406 | g_loss: 2.3848
Epoch [   49/   50] | d_loss: 0.2931 | g_loss: 2.2470
Epoch [   49/   50] | d_loss: 0.2775 | g_loss: 2.2520
Epoch [   49/   50] | d_loss: 0.3863 | g_loss: 2.3409
Epoch [   49/   50] | d_loss: 0.3066 | g_loss: 2.2819
Epoch [   49/   50] | d_loss: 0.3504 | g_loss: 2.2371
Epoch [   49/   50] | d_loss: 0.2487 | g_loss: 2.1203
Epoch [   50/   50] | d_loss: 0.4773 | g_loss: 2.3624
Epoch [   50/   50] | d_loss: 0.3557 | g_loss: 2.1916
Epoch [   50/   50] | d_loss: 0.3066 | g_loss: 2.3892
Epoch [   50/   50] | d_loss: 0.3125 | g_loss: 2.5409
Epoch [   50/   50] | d_loss: 0.2498 | g_loss: 2.5775
Epoch [   50/   50] | d_loss: 0.2951 | g_loss: 2.3798
Epoch [   50/   50] | d_loss: 0.2305 | g_loss: 2.5356
Epoch [   50/   50] | d_loss: 0.2891 | g_loss: 2.2465
Epoch [   50/   50] | d_loss: 0.3678 | g_loss: 2.4441
Epoch [   50/   50] | d_loss: 0.2548 | g_loss: 2.1642
Epoch [   50/   50] | d_loss: 0.3164 | g_loss: 2.6283
Epoch [   50/   50] | d_loss: 0.4164 | g_loss: 2.6003
Epoch [   50/   50] | d_loss: 0.3042 | g_loss: 2.3203
Epoch [   50/   50] | d_loss: 0.4172 | g_loss: 2.6998
Epoch [   50/   50] | d_loss: 0.2953 | g_loss: 2.6014

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f861c960090>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer:

From the sample images, we can see that the white face is generating better as we can see the outline of face such as eye, nose, mouth. However, it is lossing detail in hair and darker face. For the dataset, it must increase non-white face image for learning non-white face feature. For dcgan I have used in thie project and model size is enough to learn the face feature from the dataser as some face image is generated mostly same as dataset. I have use adam for optimization strategy which is the best for GAN and learning rate will be decrease after centain number of epochs. And it make the loss become stable.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.